This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.
**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.


**Figure 26.**- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 26.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.


**Figure 27.**- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 27.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

## NULL



Weight Fits

**Figure 35.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 35.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 36.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.1722222

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.16 while 0.84 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable

area_n

year

user

mean

median

lower

upper

Rhat

sd

skew

area

p_pelagic

11

1

1

0.457

0.448

0.166

0.780

1.067

0.163

0.055

CSEO

p_pelagic

11

1

2

0.411

0.401

0.137

0.730

1.040

0.156

0.064

CSEO

p_pelagic

11

10

1

0.459

0.456

0.166

0.776

1.050

0.159

0.019

CSEO

p_pelagic

11

10

2

0.409

0.403

0.138

0.728

1.044

0.158

0.038

CSEO

p_pelagic

11

11

1

0.460

0.455

0.161

0.772

1.061

0.163

0.031

CSEO

p_pelagic

11

11

2

0.413

0.397

0.145

0.741

1.033

0.159

0.100

CSEO

p_pelagic

11

12

1

0.463

0.460

0.177

0.775

1.076

0.159

0.019

CSEO

p_pelagic

11

12

2

0.412

0.403

0.138

0.732

1.028

0.158

0.057

CSEO

p_pelagic

11

13

1

0.466

0.460

0.177

0.778

1.045

0.160

0.037

CSEO

p_pelagic

11

13

2

0.411

0.403

0.145

0.727

1.034

0.157

0.051

CSEO

p_pelagic

11

14

1

0.458

0.450

0.169

0.766

1.052

0.161

0.050

CSEO

p_pelagic

11

14

2

0.416

0.406

0.147

0.739

1.031

0.158

0.063

CSEO

p_pelagic

11

15

1

0.466

0.456

0.180

0.784

1.065

0.160

0.063

CSEO

p_pelagic

11

15

2

0.413

0.405

0.138

0.737

1.036

0.158

0.051

CSEO

p_pelagic

11

16

1

0.467

0.464

0.176

0.781

1.052

0.161

0.019

CSEO

p_pelagic

11

16

2

0.408

0.396

0.140

0.739

1.047

0.159

0.075

CSEO

p_pelagic

11

17

1

0.465

0.460

0.176

0.784

1.059

0.162

0.031

CSEO

p_pelagic

11

17

2

0.411

0.404

0.134

0.730

1.028

0.158

0.044

CSEO

p_pelagic

11

18

1

0.468

0.458

0.168

0.795

1.085

0.164

0.061

CSEO

p_pelagic

11

18

2

0.409

0.396

0.143

0.732

1.024

0.157

0.083

CSEO

p_pelagic

11

19

1

0.464

0.459

0.177

0.779

1.045

0.156

0.032

CSEO

p_pelagic

11

19

2

0.409

0.399

0.140

0.731

1.026

0.156

0.064

CSEO

p_pelagic

11

2

1

0.461

0.457

0.166

0.776

1.050

0.164

0.024

CSEO

p_pelagic

11

2

2

0.407

0.389

0.140

0.731

1.029

0.159

0.113

CSEO

p_pelagic

11

20

1

0.459

0.453

0.166

0.776

1.048

0.159

0.038

CSEO

p_pelagic

11

20

2

0.410

0.400

0.137

0.734

1.025

0.158

0.063

CSEO

p_pelagic

11

21

1

0.466

0.460

0.169

0.780

1.048

0.163

0.037

CSEO

p_pelagic

11

21

2

0.413

0.400

0.141

0.733

1.036

0.159

0.082

CSEO

p_pelagic

11

22

2

0.411

0.396

0.136

0.748

1.032

0.160

0.094

CSEO

p_pelagic

11

23

2

0.412

0.402

0.144

0.731

1.027

0.156

0.064

CSEO

p_pelagic

11

3

1

0.459

0.450

0.165

0.770

1.049

0.162

0.055

CSEO

p_pelagic

11

3

2

0.409

0.400

0.136

0.733

1.022

0.158

0.057

CSEO

p_pelagic

11

4

1

0.468

0.469

0.172

0.788

1.063

0.161

-0.006

CSEO

p_pelagic

11

4

2

0.404

0.394

0.130

0.733

1.031

0.160

0.063

CSEO

p_pelagic

11

5

1

0.462

0.454

0.171

0.770

1.062

0.161

0.050

CSEO

p_pelagic

11

5

2

0.406

0.393

0.140

0.735

1.021

0.157

0.083

CSEO

p_pelagic

11

6

1

0.463

0.459

0.180

0.779

1.057

0.160

0.025

CSEO

p_pelagic

11

6

2

0.411

0.399

0.137

0.739

1.042

0.160

0.075

CSEO

p_pelagic

11

7

1

0.459

0.453

0.164

0.780

1.062

0.161

0.037

CSEO

p_pelagic

11

7

2

0.408

0.401

0.140

0.732

1.037

0.157

0.045

CSEO

p_pelagic

11

8

1

0.468

0.462

0.171

0.787

1.053

0.161

0.037

CSEO

p_pelagic

11

8

2

0.405

0.391

0.137

0.730

1.026

0.159

0.088

CSEO

p_pelagic

11

9

1

0.462

0.452

0.171

0.793

1.058

0.165

0.061

CSEO

p_pelagic

11

9

2

0.408

0.397

0.142

0.729

1.029

0.157

0.070

CSEO

p_yellow

12

1

2

0.144

0.112

0.028

0.495

1.022

0.124

0.258

EWYKT

p_yellow

12

10

2

0.145

0.113

0.028

0.481

1.033

0.123

0.261

EWYKT

p_yellow

12

11

2

0.140

0.108

0.028

0.447

1.044

0.120

0.266

EWYKT

p_yellow

12

12

2

0.142

0.109

0.026

0.470

1.017

0.121

0.272

EWYKT

p_yellow

12

13

2

0.142

0.112

0.027

0.445

1.026

0.119

0.253

EWYKT

p_yellow

12

14

2

0.143

0.110

0.027

0.474

1.029

0.123

0.268

EWYKT

p_yellow

12

15

1

0.297

0.265

0.079

0.711

1.011

0.161

0.199

EWYKT

p_yellow

12

15

2

0.142

0.111

0.025

0.442

1.033

0.121

0.257

EWYKT

p_yellow

12

16

2

0.144

0.112

0.027

0.470

1.028

0.122

0.262

EWYKT

p_yellow

12

17

2

0.142

0.110

0.027

0.471

1.029

0.121

0.265

EWYKT

p_yellow

12

18

2

0.141

0.110

0.027

0.459

1.033

0.121

0.256

EWYKT

p_yellow

12

19

2

0.142

0.109

0.026

0.472

1.025

0.123

0.269

EWYKT

p_yellow

12

2

2

0.143

0.112

0.029

0.460

1.025

0.118

0.263

EWYKT

p_yellow

12

20

2

0.144

0.111

0.028

0.473

1.027

0.124

0.267

EWYKT

p_yellow

12

21

2

0.142

0.111

0.029

0.455

1.027

0.118

0.262

EWYKT

p_yellow

12

22

2

0.143

0.110

0.027

0.460

1.028

0.121

0.272

EWYKT

p_yellow

12

23

1

0.295

0.261

0.083

0.717

1.011

0.161

0.211

EWYKT

p_yellow

12

23

2

0.141

0.107

0.025

0.485

1.028

0.125

0.272

EWYKT

p_yellow

12

24

2

0.143

0.110

0.027

0.452

1.020

0.121

0.272

EWYKT

p_yellow

12

25

2

0.143

0.110

0.027

0.457

1.030

0.122

0.271

EWYKT

p_yellow

12

26

2

0.142

0.109

0.028

0.445

1.027

0.122

0.271

EWYKT

p_yellow

12

27

2

0.141

0.110

0.027

0.457

1.029

0.119

0.259

EWYKT

p_yellow

12

28

2

0.141

0.109

0.028

0.439

1.023

0.115

0.278

EWYKT

p_yellow

12

29

2

0.130

0.106

0.028

0.372

1.018

0.095

0.252

EWYKT

p_yellow

12

3

2

0.142

0.111

0.028

0.464

1.027

0.121

0.255

EWYKT

p_yellow

12

4

2

0.141

0.109

0.027

0.467

1.030

0.122

0.261

EWYKT

p_yellow

12

5

2

0.142

0.110

0.026

0.459

1.026

0.121

0.263

EWYKT

p_yellow

12

6

2

0.142

0.110

0.027

0.459

1.032

0.121

0.266

EWYKT

p_yellow

12

7

2

0.141

0.108

0.028

0.449

1.032

0.119

0.276

EWYKT

p_yellow

12

8

2

0.140

0.111

0.026

0.461

1.027

0.120

0.242

EWYKT

p_yellow

12

9

2

0.145

0.113

0.027

0.462

1.032

0.123

0.261

EWYKT

p_pelagic

13

1

1

0.562

0.570

0.247

0.842

1.014

0.160

-0.050

NSEI

p_pelagic

13

1

2

0.338

0.324

0.108

0.647

1.019

0.143

0.098

NSEI

p_pelagic

13

10

1

0.559

0.567

0.237

0.839

1.023

0.161

-0.050

NSEI

p_pelagic

13

10

2

0.338

0.322

0.106

0.662

1.019

0.148

0.108

NSEI

p_pelagic

13

11

1

0.565

0.574

0.244

0.852

1.032

0.162

-0.055

NSEI

p_pelagic

13

11

2

0.335

0.316

0.105

0.661

1.020

0.146

0.130

NSEI

p_pelagic

13

12

1

0.562

0.567

0.246

0.846

1.027

0.160

-0.031

NSEI

p_pelagic

13

12

2

0.339

0.321

0.105

0.660

1.017

0.148

0.122

NSEI

p_pelagic

13

13

1

0.560

0.566

0.241

0.843

1.031

0.160

-0.038

NSEI

p_pelagic

13

13

2

0.339

0.324

0.104

0.656

1.023

0.149

0.101

NSEI

p_pelagic

13

14

1

0.562

0.568

0.240

0.838

1.020

0.161

-0.037

NSEI

p_pelagic

13

14

2

0.337

0.322

0.098

0.665

1.028

0.148

0.101

NSEI

p_pelagic

13

15

1

0.559

0.566

0.250

0.839

1.020

0.157

-0.045

NSEI

p_pelagic

13

15

2

0.340

0.323

0.105

0.660

1.023

0.147

0.115

NSEI

p_pelagic

13

16

1

0.558

0.567

0.227

0.844

1.023

0.162

-0.056

NSEI

p_pelagic

13

17

1

0.560

0.570

0.244

0.841

1.026

0.160

-0.063

NSEI

p_pelagic

13

17

2

0.340

0.326

0.099

0.658

1.024

0.148

0.094

NSEI

p_pelagic

13

18

1

0.563

0.573

0.244

0.841

1.027

0.160

-0.063

NSEI

p_pelagic

13

18

2

0.344

0.327

0.109

0.665

1.019

0.148

0.115

NSEI

p_pelagic

13

19

1

0.564

0.575

0.237

0.843

1.026

0.161

-0.068

NSEI

p_pelagic

13

19

2

0.336

0.317

0.101

0.667

1.025

0.148

0.128

NSEI

p_pelagic

13

2

1

0.561

0.572

0.240

0.842

1.030

0.161

-0.068

NSEI

p_pelagic

13

2

2

0.338

0.321

0.101

0.652

1.017

0.146

0.116

NSEI

p_pelagic

13

20

1

0.563

0.572

0.244

0.839

1.019

0.158

-0.057

NSEI

p_pelagic

13

20

2

0.342

0.326

0.101

0.666

1.017

0.148

0.108

NSEI

p_pelagic

13

21

1

0.565

0.573

0.243

0.844

1.028

0.158

-0.051

NSEI

p_pelagic

13

21

2

0.339

0.326

0.094

0.663

1.010

0.149

0.087

NSEI

p_pelagic

13

22

2

0.342

0.325

0.108

0.657

1.018

0.148

0.115

NSEI

p_pelagic

13

23

2

0.342

0.331

0.106

0.656

1.015

0.146

0.075

NSEI

p_pelagic

13

25

2

0.270

0.255

0.089

0.526

1.016

0.118

0.127

NSEI

p_pelagic

13

3

1

0.561

0.567

0.247

0.837

1.022

0.157

-0.038

NSEI

p_pelagic

13

3

2

0.339

0.320

0.101

0.667

1.015

0.150

0.127

NSEI

p_pelagic

13

4

1

0.565

0.576

0.237

0.849

1.031

0.161

-0.068

NSEI

p_pelagic

13

4

2

0.337

0.320

0.099

0.662

1.016

0.149

0.114

NSEI

p_pelagic

13

5

1

0.562

0.570

0.242

0.838

1.017

0.158

-0.051

NSEI

p_pelagic

13

5

2

0.341

0.321

0.099

0.666

1.033

0.151

0.133

NSEI

p_pelagic

13

6

1

0.563

0.567

0.243

0.844

1.018

0.158

-0.025

NSEI

p_pelagic

13

6

2

0.342

0.323

0.098

0.673

1.019

0.152

0.125

NSEI

p_pelagic

13

7

1

0.561

0.566

0.248

0.842

1.020

0.158

-0.032

NSEI

p_pelagic

13

7

2

0.337

0.326

0.097

0.657

1.020

0.148

0.074

NSEI

p_pelagic

13

8

1

0.559

0.570

0.235

0.835

1.025

0.160

-0.069

NSEI

p_pelagic

13

8

2

0.338

0.321

0.101

0.664

1.020

0.148

0.115

NSEI

p_pelagic

13

9

1

0.561

0.567

0.241

0.843

1.027

0.163

-0.037

NSEI

p_pelagic

13

9

2

0.342

0.324

0.101

0.667

1.019

0.147

0.122

NSEI

p_yellow

14

10

2

0.923

0.941

0.759

0.990

1.011

0.064

-0.283

NSEO

p_yellow

14

11

2

0.921

0.940

0.751

0.990

1.023

0.066

-0.289

NSEO

p_yellow

14

13

2

0.922

0.940

0.753

0.991

1.016

0.065

-0.278

NSEO

p_yellow

14

14

2

0.921

0.939

0.736

0.991

1.017

0.066

-0.271

NSEO

p_yellow

14

15

2

0.919

0.937

0.736

0.990

1.011

0.068

-0.264

NSEO

p_yellow

14

16

2

0.922

0.940

0.755

0.989

1.012

0.063

-0.284

NSEO

p_yellow

14

18

1

0.899

0.920

0.686

0.986

1.011

0.077

-0.272

NSEO

p_yellow

14

18

2

0.921

0.940

0.743

0.989

1.012

0.064

-0.295

NSEO

p_yellow

14

19

1

0.897

0.920

0.680

0.985

1.012

0.080

-0.286

NSEO

p_yellow

14

2

2

0.920

0.939

0.746

0.990

1.012

0.067

-0.285

NSEO

p_yellow

14

20

2

0.921

0.939

0.755

0.990

1.014

0.064

-0.280

NSEO

p_yellow

14

21

2

0.920

0.940

0.745

0.990

1.022

0.069

-0.292

NSEO

p_yellow

14

22

2

0.922

0.939

0.758

0.990

1.011

0.062

-0.274

NSEO

p_yellow

14

25

2

0.921

0.940

0.738

0.988

1.018

0.064

-0.295

NSEO

p_yellow

14

4

1

0.899

0.919

0.692

0.986

1.016

0.077

-0.261

NSEO

p_yellow

14

5

1

0.899

0.920

0.693

0.986

1.010

0.077

-0.274

NSEO

p_yellow

14

6

1

0.898

0.920

0.689

0.984

1.011

0.078

-0.284

NSEO

p_yellow

14

7

2

0.920

0.940

0.740

0.991

1.018

0.067

-0.299

NSEO

p_yellow

15

1

1

0.412

0.402

0.133

0.745

1.011

0.162

0.062

SSEI

p_yellow

15

1

2

0.461

0.455

0.167

0.791

1.011

0.167

0.036

SSEI

p_yellow

15

10

2

0.461

0.459

0.156

0.792

1.011

0.168

0.012

SSEI

p_yellow

15

13

2

0.460

0.452

0.165

0.796

1.010

0.165

0.048

SSEI

p_yellow

15

15

1

0.410

0.396

0.136

0.749

1.013

0.161

0.087

SSEI

p_yellow

15

2

2

0.463

0.457

0.171

0.792

1.014

0.165

0.036

SSEI

p_slope

15

26

1

0.267

0.248

0.071

0.576

1.015

0.134

0.142

SSEI

p_yellow

15

3

2

0.461

0.453

0.173

0.795

1.014

0.165

0.049

SSEI

p_yellow

15

4

1

0.413

0.399

0.139

0.755

1.011

0.163

0.086

SSEI

p_yellow

15

4

2

0.457

0.451

0.163

0.788

1.015

0.168

0.036

SSEI

p_yellow

15

5

2

0.459

0.453

0.165

0.792

1.016

0.164

0.036

SSEI

p_yellow

15

6

1

0.406

0.395

0.143

0.730

1.013

0.158

0.069

SSEI

p_yellow

15

6

2

0.463

0.453

0.165

0.791

1.015

0.169

0.059

SSEI

p_yellow

15

7

1

0.412

0.403

0.135

0.745

1.010

0.164

0.055

SSEI

p_yellow

15

7

2

0.461

0.459

0.165

0.788

1.019

0.166

0.012

SSEI

p_yellow

15

8

2

0.461

0.457

0.171

0.790

1.010

0.166

0.024

SSEI

p_yellow

15

9

2

0.457

0.451

0.172

0.782

1.015

0.163

0.037

SSEI

p_pelagic

16

1

1

0.526

0.530

0.205

0.829

1.033

0.166

-0.024

SSEO

p_pelagic

16

1

2

0.465

0.459

0.167

0.791

1.028

0.166

0.036

SSEO

p_pelagic

16

10

1

0.528

0.531

0.218

0.835

1.031

0.163

-0.018

SSEO

p_pelagic

16

10

2

0.462

0.457

0.162

0.780

1.019

0.166

0.030

SSEO

p_pelagic

16

11

1

0.528

0.531

0.225

0.821

1.049

0.160

-0.019

SSEO

p_pelagic

16

11

2

0.459

0.453

0.165

0.781

1.025

0.164

0.037

SSEO

p_pelagic

16

12

1

0.530

0.537

0.196

0.827

1.049

0.167

-0.042

SSEO

p_pelagic

16

12

2

0.469

0.468

0.165

0.784

1.023

0.165

0.006

SSEO

p_pelagic

16

13

1

0.531

0.533

0.215

0.829

1.039

0.164

-0.012

SSEO

p_pelagic

16

13

2

0.463

0.457

0.162

0.778

1.031

0.165

0.036

SSEO

p_pelagic

16

14

1

0.529

0.536

0.220

0.825

1.044

0.162

-0.043

SSEO

p_pelagic

16

14

2

0.457

0.455

0.161

0.775

1.038

0.164

0.012

SSEO

p_pelagic

16

15

1

0.530

0.532

0.210

0.829

1.062

0.165

-0.012

SSEO

p_pelagic

16

15

2

0.469

0.464

0.177

0.787

1.025

0.163

0.031

SSEO

p_pelagic

16

16

1

0.534

0.544

0.214

0.833

1.044

0.165

-0.061

SSEO

p_pelagic

16

16

2

0.462

0.456

0.172

0.779

1.035

0.164

0.036

SSEO

p_pelagic

16

17

1

0.528

0.535

0.203

0.824

1.037

0.164

-0.043

SSEO

p_pelagic

16

17

2

0.470

0.468

0.165

0.791

1.022

0.165

0.012

SSEO

p_pelagic

16

18

1

0.525

0.524

0.205

0.825

1.058

0.164

0.006

SSEO

p_pelagic

16

18

2

0.466

0.463

0.174

0.786

1.027

0.162

0.019

SSEO

p_pelagic

16

19

1

0.528

0.530

0.218

0.825

1.045

0.164

-0.012

SSEO

p_pelagic

16

19

2

0.467

0.464

0.176

0.777

1.020

0.163

0.018

SSEO

p_pelagic

16

2

1

0.531

0.535

0.221

0.832

1.039

0.164

-0.024

SSEO

p_pelagic

16

2

2

0.462

0.457

0.169

0.772

1.035

0.162

0.031

SSEO

p_pelagic

16

20

1

0.529

0.536

0.205

0.838

1.047

0.166

-0.042

SSEO

p_pelagic

16

20

2

0.463

0.455

0.175

0.783

1.031

0.163

0.049

SSEO

p_pelagic

16

21

1

0.526

0.533

0.205

0.826

1.042

0.165

-0.042

SSEO

p_pelagic

16

21

2

0.464

0.458

0.174

0.777

1.022

0.165

0.036

SSEO

p_pelagic

16

22

2

0.470

0.468

0.171

0.785

1.025

0.163

0.012

SSEO

p_pelagic

16

23

2

0.470

0.462

0.173

0.789

1.018

0.160

0.050

SSEO

p_pelagic

16

3

1

0.526

0.529

0.216

0.817

1.055

0.163

-0.018

SSEO

p_pelagic

16

3

2

0.459

0.453

0.161

0.772

1.027

0.163

0.037

SSEO

p_pelagic

16

4

1

0.524

0.526

0.217

0.823

1.058

0.163

-0.012

SSEO

p_pelagic

16

4

2

0.464

0.458

0.172

0.776

1.030

0.162

0.037

SSEO

p_pelagic

16

5

1

0.529

0.528

0.214

0.830

1.060

0.166

0.006

SSEO

p_pelagic

16

5

2

0.462

0.457

0.164

0.782

1.023

0.166

0.030

SSEO

p_pelagic

16

6

1

0.530

0.533

0.223

0.831

1.044

0.163

-0.018

SSEO

p_pelagic

16

6

2

0.461

0.452

0.171

0.787

1.032

0.164

0.055

SSEO

p_pelagic

16

7

1

0.529

0.530

0.206

0.835

1.049

0.165

-0.006

SSEO

p_pelagic

16

7

2

0.461

0.459

0.168

0.768

1.028

0.161

0.012

SSEO

p_pelagic

16

8

1

0.526

0.531

0.209

0.818

1.040

0.164

-0.031

SSEO

p_pelagic

16

8

2

0.464

0.458

0.167

0.781

1.026

0.163

0.037

SSEO

p_pelagic

16

9

1

0.523

0.526

0.212

0.824

1.053

0.163

-0.018

SSEO

p_pelagic

16

9

2

0.459

0.454

0.163

0.778

1.020

0.162

0.031

SSEO

p_pelagic

3

1

1

0.502

0.496

0.198

0.818

1.023

0.163

0.037

PWSI

p_pelagic

3

1

2

0.180

0.158

0.042

0.455

1.015

0.104

0.211

PWSI

p_pelagic

3

10

1

0.509

0.509

0.203

0.807

1.016

0.164

0.000

PWSI

p_pelagic

3

10

2

0.177

0.154

0.044

0.436

1.015

0.104

0.222

PWSI

p_pelagic

3

11

1

0.510

0.509

0.200

0.811

1.013

0.162

0.006

PWSI

p_pelagic

3

11

2

0.180

0.155

0.044

0.440

1.024

0.105

0.239

PWSI

p_pelagic

3

12

1

0.510

0.512

0.202

0.823

1.015

0.162

-0.012

PWSI

p_pelagic

3

12

2

0.179

0.158

0.043

0.442

1.018

0.104

0.202

PWSI

p_pelagic

3

13

2

0.179

0.157

0.042

0.431

1.015

0.104

0.212

PWSI

p_pelagic

3

14

2

0.179

0.157

0.042

0.433

1.014

0.104

0.212

PWSI

p_pelagic

3

15

1

0.510

0.510

0.207

0.815

1.010

0.162

0.000

PWSI

p_pelagic

3

15

2

0.179

0.155

0.043

0.432

1.019

0.103

0.232

PWSI

p_pelagic

3

16

2

0.180

0.157

0.042

0.437

1.017

0.102

0.225

PWSI

p_pelagic

3

17

2

0.178

0.157

0.044

0.427

1.012

0.100

0.210

PWSI

p_pelagic

3

18

1

0.509

0.508

0.205

0.806

1.011

0.162

0.006

PWSI

p_pelagic

3

2

1

0.508

0.509

0.202

0.811

1.013

0.163

-0.006

PWSI

p_pelagic

3

3

1

0.508

0.511

0.199

0.814

1.017

0.162

-0.019

PWSI

p_pelagic

3

3

2

0.174

0.154

0.042

0.421

1.017

0.101

0.199

PWSI

p_pelagic

3

4

1

0.512

0.514

0.195

0.825

1.016

0.164

-0.012

PWSI

p_pelagic

3

4

2

0.176

0.155

0.044

0.437

1.028

0.101

0.207

PWSI

p_pelagic

3

5

1

0.506

0.508

0.206

0.814

1.018

0.164

-0.012

PWSI

p_pelagic

3

5

2

0.180

0.158

0.043

0.435

1.021

0.104

0.212

PWSI

p_pelagic

3

6

1

0.510

0.511

0.211

0.810

1.015

0.159

-0.006

PWSI

p_pelagic

3

6

2

0.179

0.157

0.044

0.432

1.022

0.102

0.215

PWSI

p_pelagic

3

7

1

0.507

0.506

0.199

0.812

1.014

0.162

0.006

PWSI

p_pelagic

3

7

2

0.176

0.155

0.043

0.440

1.024

0.103

0.204

PWSI

p_pelagic

3

8

1

0.511

0.514

0.207

0.810

1.011

0.160

-0.019

PWSI

p_pelagic

3

8

2

0.179

0.156

0.044

0.440

1.018

0.103

0.223

PWSI

p_pelagic

3

9

1

0.508

0.508

0.203

0.793

1.014

0.158

0.000

PWSI

p_pelagic

3

9

2

0.177

0.156

0.044

0.436

1.019

0.101

0.208

PWSI

p_pelagic

4

1

1

0.548

0.563

0.169

0.858

1.240

0.187

-0.080

PWSO

p_pelagic

4

1

2

0.523

0.538

0.152

0.842

1.265

0.190

-0.079

PWSO

p_yellow

4

1

2

0.859

0.880

0.624

0.975

1.021

0.092

-0.229

PWSO

p_pelagic

4

10

1

0.542

0.555

0.175

0.852

1.230

0.184

-0.071

PWSO

p_pelagic

4

10

2

0.527

0.536

0.161

0.856

1.256

0.189

-0.048

PWSO

p_yellow

4

10

1

0.877

0.898

0.676

0.977

1.021

0.082

-0.256

PWSO

p_yellow

4

10

2

0.861

0.882

0.638

0.975

1.010

0.090

-0.233

PWSO

p_pelagic

4

11

1

0.552

0.567

0.177

0.854

1.233

0.188

-0.080

PWSO

p_pelagic

4

11

2

0.530

0.542

0.153

0.843

1.232

0.188

-0.064

PWSO

p_yellow

4

11

1

0.878

0.897

0.675

0.978

1.015

0.080

-0.236

PWSO

p_yellow

4

11

2

0.858

0.878

0.636

0.972

1.012

0.091

-0.220

PWSO

p_pelagic

4

12

1

0.554

0.570

0.192

0.859

1.208

0.184

-0.087

PWSO

p_pelagic

4

12

2

0.527

0.539

0.148

0.849

1.240

0.194

-0.062

PWSO

p_yellow

4

12

2

0.858

0.880

0.626

0.974

1.014

0.093

-0.236

PWSO

p_pelagic

4

13

1

0.551

0.562

0.186

0.860

1.209

0.184

-0.060

PWSO

p_pelagic

4

13

2

0.522

0.534

0.148

0.853

1.270

0.192

-0.062

PWSO

p_yellow

4

13

2

0.859

0.879

0.626

0.975

1.012

0.090

-0.221

PWSO

p_pelagic

4

14

1

0.548

0.558

0.175

0.860

1.221

0.184

-0.054

PWSO

p_pelagic

4

14

2

0.526

0.534

0.151

0.846

1.234

0.187

-0.043

PWSO

p_yellow

4

14

2

0.859

0.881

0.631

0.973

1.011

0.092

-0.240

PWSO

p_pelagic

4

15

1

0.556

0.569

0.192

0.863

1.214

0.184

-0.071

PWSO

p_pelagic

4

15

2

0.530

0.543

0.159

0.851

1.238

0.189

-0.069

PWSO

p_pelagic

4

16

1

0.554

0.568

0.188

0.857

1.192

0.179

-0.078

PWSO

p_pelagic

4

16

2

0.532

0.553

0.160

0.841

1.237

0.186

-0.113

PWSO

p_yellow

4

16

1

0.875

0.895

0.662

0.975

1.013

0.083

-0.242

PWSO

p_pelagic

4

17

1

0.556

0.573

0.199

0.858

1.174

0.178

-0.096

PWSO

p_pelagic

4

17

2

0.539

0.547

0.176

0.847

1.212

0.182

-0.044

PWSO

p_pelagic

4

18

1

0.561

0.575

0.205

0.860

1.156

0.176

-0.080

PWSO

p_pelagic

4

18

2

0.540

0.545

0.176

0.859

1.210

0.181

-0.028

PWSO

p_yellow

4

18

1

0.878

0.896

0.678

0.976

1.011

0.078

-0.232

PWSO

p_pelagic

4

19

1

0.559

0.568

0.201

0.858

1.135

0.173

-0.052

PWSO

p_pelagic

4

19

2

0.543

0.555

0.194

0.854

1.169

0.177

-0.068

PWSO

p_yellow

4

19

1

0.875

0.895

0.666

0.974

1.012

0.081

-0.246

PWSO

p_pelagic

4

2

1

0.549

0.562

0.166

0.862

1.224

0.188

-0.069

PWSO

p_pelagic

4

2

2

0.526

0.542

0.146

0.851

1.296

0.193

-0.083

PWSO

p_yellow

4

2

1

0.877

0.896

0.659

0.980

1.018

0.083

-0.228

PWSO

p_yellow

4

2

2

0.858

0.879

0.617

0.977

1.013

0.093

-0.225

PWSO

p_pelagic

4

20

1

0.603

0.603

0.509

0.691

1.015

0.046

0.000

PWSO

p_pelagic

4

20

2

0.420

0.414

0.158

0.717

1.103

0.148

0.041

PWSO

p_pelagic

4

21

2

0.374

0.371

0.195

0.565

1.031

0.097

0.031

PWSO

p_pelagic

4

22

2

0.443

0.437

0.249

0.651

1.021

0.104

0.057

PWSO

p_pelagic

4

23

2

0.546

0.546

0.391

0.699

1.015

0.079

0.000

PWSO

p_pelagic

4

3

1

0.549

0.557

0.178

0.863

1.241

0.186

-0.043

PWSO

p_pelagic

4

3

2

0.525

0.543

0.142

0.847

1.284

0.189

-0.095

PWSO

p_yellow

4

3

1

0.878

0.897

0.677

0.979

1.018

0.079

-0.240

PWSO

p_pelagic

4

4

1

0.550

0.567

0.174

0.863

1.233

0.187

-0.091

PWSO

p_pelagic

4

4

2

0.526

0.536

0.149

0.851

1.281

0.192

-0.052

PWSO

p_yellow

4

4

1

0.877

0.896

0.664

0.978

1.015

0.082

-0.233

PWSO

p_yellow

4

4

2

0.861

0.881

0.636

0.976

1.023

0.091

-0.219

PWSO

p_pelagic

4

5

1

0.550

0.563

0.175

0.864

1.273

0.185

-0.070

PWSO

p_pelagic

4

5

2

0.526

0.541

0.156

0.845

1.269

0.189

-0.079

PWSO

p_yellow

4

5

1

0.878

0.899

0.659

0.978

1.018

0.084

-0.251

PWSO

p_yellow

4

5

2

0.859

0.881

0.625

0.975

1.014

0.091

-0.241

PWSO

p_pelagic

4

6

1

0.548

0.565

0.171

0.863

1.266

0.190

-0.090

PWSO

p_pelagic

4

6

2

0.531

0.549

0.143

0.848

1.263

0.191

-0.094

PWSO

p_yellow

4

6

1

0.876

0.895

0.658

0.976

1.012

0.083

-0.229

PWSO

p_yellow

4

6

2

0.861

0.882

0.634

0.972

1.015

0.090

-0.234

PWSO

p_pelagic

4

7

1

0.552

0.569

0.180

0.868

1.213

0.187

-0.091

PWSO

p_pelagic

4

7

2

0.529

0.548

0.148

0.847

1.281

0.191

-0.099

PWSO

p_yellow

4

7

1

0.878

0.898

0.673

0.979

1.026

0.082

-0.245

PWSO

p_pelagic

4

8

1

0.550

0.567

0.171

0.857

1.257

0.187

-0.091

PWSO

p_pelagic

4

8

2

0.528

0.540

0.138

0.847

1.265

0.194

-0.062

PWSO

p_yellow

4

8

2

0.858

0.878

0.630

0.973

1.017

0.091

-0.219

PWSO

p_pelagic

4

9

1

0.546

0.557

0.183

0.854

1.222

0.186

-0.059

PWSO

p_pelagic

4

9

2

0.528

0.540

0.143

0.851

1.294

0.191

-0.063

PWSO

p_yellow

4

9

1

0.878

0.897

0.661

0.978

1.011

0.081

-0.233

PWSO

p_yellow

4

9

2

0.859

0.880

0.622

0.975

1.014

0.092

-0.228

PWSO

p_black

8

40

1

0.567

0.436

0.338

0.947

1.012

0.236

0.555

afognak

p_yellow

8

5

2

0.912

0.935

0.711

0.990

1.010

0.074

-0.309

afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable

area_n

year/species

mean

median

lower

upper

Rhat

sd

skew

year

area

mu_beta0_pH

1

1

0.732

0.795

-0.513

1.976

1.461

0.662

-0.095

CI

tau_beta0_pH

1

1

8.327

2.787

0.104

61.826

1.268

15.355

0.361

CI

mu_beta1_pH

1

1

3.092

2.544

1.187

7.450

1.542

1.783

0.307

CI

tau_beta1_pH

1

1

13.108

5.539

0.215

74.480

1.305

18.547

0.408

CI

mu_beta2_pH

1

1

-7.089

-6.312

-22.731

4.155

1.134

6.942

-0.112

CI

tau_beta2_pH

1

1

0.807

0.173

0.043

4.321

1.227

4.300

0.147

CI

beta0_pH

1

1

0.319

0.352

-0.346

0.841

1.641

0.295

-0.112

CI

beta0_pH

1

3

1.081

1.112

0.211

1.760

1.141

0.388

-0.080

CI

beta1_pH

1

1

3.203

2.906

2.207

6.651

1.329

1.019

0.291

CI

beta2_pH

1

1

0.643

0.547

0.191

1.682

1.124

0.406

0.236

CI

beta3_pH

1

3

38.352

39.880

29.392

42.210

1.149

3.388

-0.451

CI

beta0_pH

10

1

0.424

0.172

-0.654

1.581

4.894

0.713

0.353

northeast

beta1_pH

10

1

2.174

2.353

0.155

3.889

2.237

0.816

-0.219

northeast

beta2_pH

10

1

-0.380

0.496

-6.260

2.327

2.280

2.242

-0.391

northeast

beta2_pH

10

3

0.687

0.325

0.125

3.863

1.314

1.846

0.196

northeast

beta3_pH

10

1

28.790

31.634

20.121

34.392

7.348

5.312

-0.535

northeast

beta0_pH

11

1

0.105

0.083

-0.454

0.689

1.291

0.274

0.080

CSEO

beta0_pH

11

4

0.696

0.729

-0.397

1.645

1.402

0.511

-0.065

CSEO

beta1_pH

11

1

3.239

3.249

2.702

3.824

1.238

0.288

-0.035

CSEO

beta1_pH

11

4

2.041

1.985

1.024

3.258

1.401

0.601

0.093

CSEO

beta2_pH

11

4

-4.512

-2.916

-16.097

-0.295

1.583

4.615

-0.346

CSEO

beta3_pH

11

1

31.429

31.372

30.007

33.117

1.232

0.760

0.075

CSEO

beta3_pH

11

4

40.628

40.729

37.493

42.710

1.448

1.247

-0.081

CSEO

beta0_pelagic

11

-0.166

-0.202

-0.624

0.327

1.717

0.259

0.139

CSEO

beta1_pelagic

11

1.111

1.095

0.657

1.697

1.765

0.278

0.058

CSEO

beta2_pelagic

11

2.281

1.666

0.300

7.070

1.106

1.864

0.330

CSEO

beta3_pelagic

11

30.049

29.744

27.865

33.855

1.209

1.529

0.199

CSEO

beta5_pelagic

11

2.914

2.884

2.525

3.403

1.113

0.213

0.141

CSEO

beta5_yellow

11

-4.754

-4.759

-5.359

-4.050

1.165

0.316

0.016

CSEO

beta0_pH

12

1

0.354

0.357

-0.078

0.788

1.133

0.223

-0.013

EWYKT

beta2_pH

12

4

-5.754

-5.176

-15.115

-0.709

1.176

4.014

-0.144

EWYKT

beta0_pH

13

1

-0.143

-0.141

-0.527

0.222

1.136

0.194

-0.010

NSEI

beta2_pH

13

4

-5.414

-4.319

-16.109

-0.686

1.189

4.146

-0.264

NSEI

beta0_pelagic

13

0.275

0.309

-0.334

0.688

1.294

0.249

-0.136

NSEI

beta1_pelagic

13

1.033

0.951

0.043

2.098

1.440

0.540

0.152

NSEI

beta2_pelagic

13

1.762

1.089

0.193

6.533

1.174

1.787

0.377

NSEI

beta3_pelagic

13

36.429

36.725

28.144

41.447

1.269

3.329

-0.089

NSEI

beta_H

13

4

9.114

9.118

8.815

9.398

1.109

0.150

-0.027

NSEI

beta2_pH

14

1

0.938

0.895

0.551

1.606

1.101

0.281

0.153

NSEO

beta2_pH

14

4

-5.541

-4.263

-16.033

-1.015

1.184

4.168

-0.307

NSEO

beta5_pH

14

2

-6.349

-6.323

-7.261

-5.424

1.126

0.483

-0.054

NSEO

beta3_pelagic

14

33.422

33.152

31.171

36.919

1.162

1.582

0.171

NSEO

beta0_pH

15

4

0.419

0.494

-0.428

1.117

1.177

0.443

-0.169

SSEI

beta1_pH

15

1

2.786

2.745

2.236

4.076

1.210

0.367

0.112

SSEI

beta2_pH

15

4

-5.607

-4.448

-15.899

-0.661

1.155

4.224

-0.274

SSEI

beta3_pH

15

1

31.128

30.909

29.310

37.349

1.330

1.616

0.135

SSEI

beta5_pH

15

4

-3.231

-3.220

-4.222

-2.305

1.334

0.432

-0.025

SSEI

beta1_pelagic

15

0.119

0.059

0.011

0.612

1.390

0.152

0.396

SSEI

beta5_pelagic

15

2.463

2.450

2.188

2.822

1.232

0.163

0.080

SSEI

beta0_yellow

15

-1.157

-1.115

-1.943

-0.754

1.300

0.267

-0.157

SSEI

beta1_yellow

15

0.753

0.686

0.067

2.263

1.283

0.477

0.140

SSEI

beta2_yellow

15

-8.360

-7.502

-22.528

-0.125

1.223

6.577

-0.130

SSEI

beta0_pH

16

4

0.705

0.692

-0.508

1.995

1.190

0.624

0.021

SSEO

beta1_pH

16

4

3.457

3.483

1.998

4.840

1.166

0.716

-0.036

SSEO

beta2_pH

16

4

-5.649

-4.479

-16.156

-1.284

1.182

3.963

-0.295

SSEO

beta0_pelagic

16

0.119

0.112

-0.478

0.713

1.373

0.307

0.023

SSEO

beta1_pelagic

16

0.885

1.003

0.033

1.532

1.464

0.417

-0.283

SSEO

beta1_yellow

16

0.173

0.087

0.011

0.734

1.102

0.211

0.407

SSEO

mu_beta0_pH

2

1

-0.400

-0.294

-2.331

0.805

1.298

0.773

-0.137

NG

tau_beta0_pH

2

1

1.522

0.970

0.097

6.203

1.403

1.926

0.287

NG

mu_beta1_pH

2

1

2.919

2.510

1.050

8.259

1.155

1.939

0.211

NG

tau_beta1_pH

2

1

17.949

7.827

0.182

81.643

1.190

22.571

0.448

NG

mu_beta2_pH

2

1

0.983

0.572

-1.100

5.222

1.220

1.430

0.287

NG

tau_beta2_pH

2

1

9.102

1.231

0.045

68.551

1.240

17.338

0.454

NG

tau_beta2_pH

2

3

0.484

0.128

0.043

2.209

1.213

2.841

0.125

NG

beta0_pH

2

1

1.000

1.096

-0.086

1.645

1.756

0.460

-0.209

NG

beta1_pH

2

1

2.336

2.172

1.325

3.860

3.132

0.687

0.239

NG

beta2_pH

2

1

1.175

0.515

0.150

3.783

3.299

1.213

0.544

NG

beta3_pH

2

1

32.120

31.952

28.530

37.249

1.235

2.232

0.075

NG

beta5_pelagic

2

1.567

1.570

1.115

2.082

1.102

0.247

-0.012

NG

beta1_yellow

2

1.005

0.967

0.455

1.925

1.125

0.366

0.104

NG

mu_beta0_pH

3

4

0.545

0.570

-0.339

1.382

1.152

0.440

-0.057

PWSI

tau_beta0_pH

3

1

10.956

7.079

0.812

47.017

1.146

12.360

0.314

PWSI

tau_beta1_pH

3

4

5.030

2.861

0.322

23.382

1.182

7.485

0.290

PWSI

mu_beta2_pH

3

4

-3.559

-3.480

-14.731

8.756

1.356

5.680

-0.014

PWSI

tau_beta2_pH

3

4

1.285

0.107

0.042

10.788

1.110

6.500

0.181

PWSI

tau_beta5_pH

3

5

0.920

0.469

0.071

4.210

1.121

2.526

0.179

PWSI

beta0_pH

3

1

0.911

1.139

-0.291

1.735

4.208

0.606

-0.376

PWSI

beta1_pH

3

1

2.645

2.216

1.336

5.132

3.545

1.111

0.386

PWSI

beta2_pH

3

1

0.707

0.398

0.083

3.106

1.567

0.772

0.400

PWSI

beta3_pH

3

1

32.786

32.999

27.481

37.564

1.207

2.391

-0.089

PWSI

beta0_pelagic

3

0.028

0.015

-0.447

0.602

1.166

0.257

0.051

PWSI

beta1_pelagic

3

0.826

0.819

0.179

1.489

1.188

0.272

0.026

PWSI

beta3_pelagic

3

26.475

25.606

21.284

32.980

1.192

3.084

0.282

PWSI

beta1_yellow

3

0.448

0.405

0.013

1.611

1.132

0.380

0.113

PWSI

beta0_pH

4

1

0.711

0.762

-0.331

1.867

2.647

0.602

-0.085

PWSO

beta1_pH

4

1

4.163

2.966

1.783

8.487

5.004

2.264

0.529

PWSO

beta2_pH

4

1

0.323

0.238

0.069

1.174

1.546

0.338

0.251

PWSO

beta3_pH

4

1

34.551

33.106

28.112

42.711

3.640

4.517

0.320

PWSO

beta0_pelagic

4

0.212

0.334

-0.957

0.944

1.883

0.544

-0.224

PWSO

beta1_pelagic

4

0.938

0.812

0.096

2.339

1.896

0.603

0.209

PWSO

beta2_pelagic

4

6.590

4.957

0.246

21.927

1.120

6.170

0.265

PWSO

beta3_pelagic

4

25.579

25.822

20.476

34.447

1.396

2.974

-0.082

PWSO

beta5_pelagic

4

1.456

1.438

1.034

1.983

1.185

0.234

0.077

PWSO

beta1_yellow

4

1.197

1.116

0.477

2.662

1.268

0.496

0.163

PWSO

beta2_yellow

4

-5.160

-3.935

-18.862

-0.150

1.184

4.969

-0.247

PWSO

beta0_pH

5

1

-1.036

-0.964

-2.395

-0.244

1.632

0.554

-0.130

BSAI

beta1_pH

5

1

2.599

2.521

1.667

4.048

1.619

0.636

0.123

BSAI

beta2_pH

5

1

2.216

1.534

0.292

8.004

1.474

2.096

0.325

BSAI

beta3_pH

5

1

27.288

27.365

25.238

28.808

1.198

0.912

-0.084

BSAI

beta0_pH

6

1

-0.692

-0.528

-2.327

0.156

1.755

0.673

-0.244

SOKO2SAP

beta1_pH

6

1

2.620

2.463

1.147

4.956

1.335

1.049

0.150

SOKO2SAP

beta2_pH

6

1

0.922

0.310

0.104

6.975

1.302

1.733

0.353

SOKO2SAP

beta3_pH

6

1

33.852

33.384

25.725

41.902

1.219

4.131

0.113

SOKO2SAP

beta_H

6

1

4.605

5.298

-2.829

7.759

1.104

2.648

-0.262

SOKO2SAP

beta_H

6

3

7.509

7.312

6.335

9.950

1.237

0.884

0.223

SOKO2SAP

beta_H

6

5

8.581

8.462

7.890

10.029

1.435

0.515

0.231

SOKO2SAP

beta_H

6

7

8.340

8.798

3.312

10.395

1.113

1.800

-0.254

SOKO2SAP

beta0_H

6

6.999

7.560

-51.454

65.490

1.126

28.431

-0.020

SOKO2SAP

beta5_pH

7

1

1.471

1.468

0.836

2.088

1.156

0.314

0.010

WKMA

beta1_pH

8

1

2.507

2.340

1.060

4.560

2.427

0.984

0.170

afognak

beta2_pH

8

1

1.124

0.396

0.135

7.291

1.393

1.985

0.367

afognak

beta2_pH

8

3

2.057

1.272

0.416

8.532

1.146

2.337

0.336

afognak

beta3_pH

8

1

38.106

39.198

31.465

42.917

2.543

3.526

-0.310

afognak

beta3_pH

8

3

42.026

41.956

40.181

43.819

1.133

1.312

0.053

afognak

beta0_pH

9

1

-0.791

-0.817

-1.724

0.089

2.051

0.496

0.052

eastside

beta1_pH

9

1

2.415

2.409

1.386

4.034

2.123

0.658

0.009

eastside

beta2_pH

9

1

1.084

0.453

0.171

6.104

1.349

1.738

0.363

eastside

beta2_pH

9

3

0.710

0.396

0.157

3.016

1.294

1.909

0.165

eastside

beta3_pH

9

1

29.775

29.666

25.960

33.286

1.102

1.843

0.059

eastside

lambda_H

10

0.328

0.173

0.025

1.099

1.277

1.578

0.098

northeast

logbc_H

13

29

0.171

0.172

-0.147

0.499

1.143

0.168

-0.006

NSEI

logbc_H

13

32

-0.286

-0.283

-0.568

-0.010

1.116

0.141

-0.021

NSEI

mu_bc_H

13

-0.192

-0.195

-0.351

-0.016

1.156

0.084

0.036

NSEI

pG

13

22

0.575

0.575

0.433

0.719

1.109

0.071

0.000

NSEI

pG

13

23

0.588

0.587

0.455

0.728

1.146

0.070

0.014

NSEI

pG

13

24

0.649

0.647

0.513

0.781

1.136

0.067

0.030

NSEI

pG

13

25

0.607

0.606

0.473

0.739

1.176

0.068

0.015

NSEI

pG

13

26

0.533

0.534

0.381

0.686

1.108

0.077

-0.013

NSEI

pG

13

27

0.556

0.559

0.415

0.692

1.130

0.072

-0.042

NSEI

pG

13

28

0.541

0.540

0.402

0.686

1.144

0.071

0.014

NSEI

pG

13

29

0.572

0.573

0.440

0.722

1.277

0.074

-0.013

NSEI

pG

13

30

0.545

0.544

0.411

0.695

1.148

0.073

0.014

NSEI

pG

13

31

0.553

0.549

0.422

0.708

1.145

0.073

0.055

NSEI

pG

13

32

0.614

0.612

0.487

0.755

1.218

0.071

0.028

NSEI

pG

13

33

0.566

0.567

0.427

0.696

1.162

0.069

-0.015

NSEI

pG

13

37

0.604

0.603

0.494

0.721

1.112

0.058

0.017

NSEI

pG

13

38

0.617

0.617

0.507

0.748

1.172

0.061

0.000

NSEI

pG

13

39

0.633

0.631

0.513

0.764

1.134

0.062

0.032

NSEI

pG

13

41

0.616

0.614

0.493

0.747

1.165

0.062

0.032

NSEI

pG

13

44

0.586

0.582

0.466

0.729

1.156

0.067

0.060

NSEI

pG

13

48

0.612

0.612

0.498

0.719

1.119

0.057

0.000

NSEI

lambda_H

15

0.021

0.015

0.003

0.077

1.171

0.042

0.144

SSEI

pG

16

41

0.750

0.752

0.618

0.873

1.120

0.064

-0.031

SSEO

pG

16

43

0.714

0.718

0.570

0.846

1.143

0.072

-0.055

SSEO

logbc_H

2

34

-0.022

-0.026

-0.220

0.190

1.146

0.105

0.038

NG

pG

2

34

0.541

0.538

0.435

0.661

1.204

0.057

0.053

NG

pG

4

32

0.817

0.824

0.674

0.936

1.111

0.069

-0.101

PWSO

pG

4

45

0.830

0.832

0.709

0.930

1.136

0.057

-0.035

PWSO

pG

4

48

0.806

0.810

0.662

0.929

1.102

0.070

-0.057

PWSO

b2_pG

4

8.285

8.100

2.903

15.013

1.170

3.144

0.059

PWSO

pG

6

22

0.024

0.018

0.007

0.079

1.124

0.021

0.288

SOKO2SAP

pG

6

23

0.058

0.050

0.022

0.145

1.136

0.034

0.237

SOKO2SAP

pG

6

25

0.016

0.013

0.005

0.051

1.123

0.014

0.209

SOKO2SAP

pG

6

27

0.070

0.062

0.030

0.161

1.110

0.033

0.244

SOKO2SAP

pG

6

31

0.336

0.337

0.110

0.597

1.153

0.123

-0.008

SOKO2SAP

pG

6

32

0.296

0.295

0.093

0.567

1.128

0.120

0.008

SOKO2SAP

pG

6

33

0.228

0.222

0.097

0.402

1.260

0.073

0.083

SOKO2SAP

pG

6

34

0.199

0.191

0.089

0.365

1.141

0.068

0.117

SOKO2SAP

pG

6

35

0.195

0.188

0.082

0.369

1.275

0.070

0.100

SOKO2SAP

pG

6

36

0.237

0.231

0.099

0.437

1.180

0.085

0.070

SOKO2SAP

pG

6

37

0.239

0.233

0.093

0.432

1.206

0.085

0.071

SOKO2SAP

pG

6

38

0.173

0.164

0.065

0.335

1.302

0.067

0.135

SOKO2SAP

pG

6

39

0.135

0.132

0.052

0.243

1.210

0.047

0.063

SOKO2SAP

pG

6

40

0.152

0.150

0.045

0.288

1.278

0.060

0.033

SOKO2SAP

pG

6

41

0.133

0.131

0.051

0.242

1.156

0.048

0.041

SOKO2SAP

pG

6

42

0.137

0.134

0.045

0.260

1.190

0.053

0.056

SOKO2SAP

pG

6

43

0.166

0.154

0.078

0.314

1.165

0.062

0.195

SOKO2SAP

b2_pG

6

12.512

10.476

4.376

35.678

1.208

7.595

0.268

SOKO2SAP

lambda_H

6

11.409

3.806

0.018

72.105

1.130

20.176

0.377

SOKO2SAP

b2_pG

9

5.060

4.231

1.128

13.560

1.114

3.389

0.245

eastside

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.01

1,941.00

333.00

2,632.00

502.00

Prop. of total

0.85

0.15

0.84

0.16

Prop. median less than 1

0.14

0.17

0.17

0.32

Prop. median less than 10

0.23

0.36

0.28

0.56

Prop. median less than 50

0.31

0.53

0.39

0.67

Median of the median values

507.54

35.65

129.02

5.79

Mean of the median values

1,769.13

542.81

860.14

259.83

Mean skew of posteriors

0.19

0.25

0.25

0.24

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.1

97.00

62.00

364.00

165.00

Prop. of total

0.61

0.39

0.69

0.31

Prop. median less than 1

0.22

0.10

0.26

0.27

Prop. median less than 10

0.24

0.23

0.40

0.53

Prop. median less than 50

0.26

0.34

0.44

0.69

Median of the median values

1,494.22

477.95

449.30

7.88

Mean of the median values

2,529.51

1,070.73

950.69

131.91

Mean skew of posteriors

0.15

0.22

0.24

0.21

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable

Freq

b2_pG

3

beta_H

3

beta0_H

1

beta0_pelagic

5

beta0_pH

15

beta0_yellow

1

beta1_pelagic

6

beta1_pH

13

beta1_yellow

4

beta2_pelagic

2

beta2_pH

18

beta2_yellow

2

beta3_pelagic

5

beta3_pH

12

beta5_pelagic

3

beta5_pH

3

beta5_yellow

1

Bp_ay

10

Bp_ayu

10

H_ay

46

H_ayu

50

Hb_ay

28

Hb_ayu

30

Hd_ay

9

Hd_ayu

10

Ho_ay

23

Ho_ayg

2

Ho_ayu

38

Hp_ay

31

Hp_ayu

33

Hs_ay

5

Hs_ayu

8

Htrend_ay

52

Hy_ay

20

Hy_ayg

3

Hy_ayu

21

lambda_H

3

logbc_H

3

mu_bc_H

1

mu_beta0_pH

3

mu_beta1_pH

2

mu_beta2_pH

3

mu_wt

1

mu2_wt

1

p_pelagic

38

pG

37

pH

155

R_ay

97

R_ayg

123

R_ayu

43

Rb_ay

108

Rb_ayg

138

Rb_ayu

18

Rd_ay

4

Rd_ayg

2

Rd_ayu

4

re_pelagic

103

re_pH

160

re_yellow

7

Ro_ay

70

Ro_ayg

24

Ro_ayu

75

Rp_ay

112

Rp_ayg

144

Rp_ayu

19

Rs_ay

15

Rs_ayg

16

Rs_ayu

48

Ry_ay

35

Ry_ayg

7

Ry_ayu

56

sd_pH

1

tau_beta0_pH

3

tau_beta1_pH

3

tau_beta2_pH

4

tau_beta5_pH

1

tau_pH

1

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.143 0.071 -0.275 -0.147 0.013
mu_bc_H[2] -0.110 0.038 -0.178 -0.113 -0.030
mu_bc_H[3] -0.392 0.070 -0.524 -0.395 -0.249
mu_bc_H[4] -1.166 0.231 -1.652 -1.155 -0.739
mu_bc_H[5] 1.279 1.244 -0.039 1.003 4.184
mu_bc_H[6] -2.245 0.342 -2.890 -2.247 -1.565
mu_bc_H[7] -0.470 0.100 -0.669 -0.470 -0.280
mu_bc_H[8] 0.239 0.370 -0.380 0.198 0.995
mu_bc_H[9] -0.343 0.143 -0.627 -0.341 -0.064
mu_bc_H[10] -0.128 0.064 -0.256 -0.127 -0.008
mu_bc_H[11] -0.112 0.039 -0.191 -0.113 -0.035
mu_bc_H[12] -0.250 0.109 -0.488 -0.240 -0.048
mu_bc_H[13] -0.192 0.084 -0.351 -0.195 -0.016
mu_bc_H[14] -0.357 0.104 -0.567 -0.353 -0.167
mu_bc_H[15] -0.320 0.047 -0.415 -0.320 -0.229
mu_bc_H[16] -0.263 0.374 -0.906 -0.295 0.573
mu_bc_R[1] 1.638 0.179 1.277 1.640 1.979
mu_bc_R[2] 1.611 0.091 1.435 1.611 1.789
mu_bc_R[3] 1.374 0.149 1.078 1.372 1.667
mu_bc_R[4] 1.094 0.186 0.718 1.095 1.449
mu_bc_R[5] 1.503 0.770 -0.038 1.517 3.020
mu_bc_R[6] -2.024 0.709 -3.446 -2.015 -0.659
mu_bc_R[7] 0.299 0.192 -0.083 0.300 0.664
mu_bc_R[8] 0.521 0.231 0.059 0.521 0.970
mu_bc_R[9] 0.622 0.258 0.098 0.626 1.111
mu_bc_R[10] 1.567 0.161 1.251 1.572 1.878
mu_bc_R[11] 0.982 0.132 0.723 0.980 1.248
mu_bc_R[12] 0.956 0.281 0.417 0.951 1.514
mu_bc_R[13] 1.136 0.165 0.818 1.138 1.466
mu_bc_R[14] 1.177 0.218 0.739 1.178 1.614
mu_bc_R[15] 0.700 0.180 0.337 0.697 1.048
mu_bc_R[16] 1.119 0.166 0.789 1.122 1.435
tau_pH[1] 2.572 0.261 2.104 2.580 3.087
tau_pH[2] 1.492 0.137 1.244 1.486 1.776
tau_pH[3] 1.336 0.122 1.108 1.330 1.597
tau_pH[4] 1.222 0.159 0.937 1.213 1.557
tau_pH[5] 0.556 0.089 0.399 0.550 0.743
beta0_pH[1,1] 0.319 0.295 -0.346 0.352 0.841
beta0_pH[2,1] 1.000 0.460 -0.086 1.096 1.645
beta0_pH[3,1] 0.911 0.606 -0.291 1.139 1.735
beta0_pH[4,1] 0.711 0.602 -0.331 0.762 1.867
beta0_pH[5,1] -1.036 0.554 -2.395 -0.964 -0.244
beta0_pH[6,1] -0.692 0.673 -2.327 -0.528 0.156
beta0_pH[7,1] 0.716 0.134 0.467 0.712 0.984
beta0_pH[8,1] -0.380 0.268 -0.960 -0.370 0.106
beta0_pH[9,1] -0.791 0.496 -1.724 -0.817 0.089
beta0_pH[10,1] 0.424 0.713 -0.654 0.172 1.581
beta0_pH[11,1] 0.105 0.274 -0.454 0.083 0.689
beta0_pH[12,1] 0.354 0.223 -0.078 0.357 0.788
beta0_pH[13,1] -0.143 0.194 -0.527 -0.141 0.222
beta0_pH[14,1] -0.400 0.188 -0.753 -0.404 -0.038
beta0_pH[15,1] -0.143 0.180 -0.472 -0.168 0.269
beta0_pH[16,1] -0.143 0.230 -0.646 -0.127 0.308
beta0_pH[1,2] 2.636 0.243 2.155 2.637 3.110
beta0_pH[2,2] 2.992 0.187 2.625 2.991 3.359
beta0_pH[3,2] 3.491 0.202 3.112 3.493 3.892
beta0_pH[4,2] 3.285 0.186 2.942 3.279 3.653
beta0_pH[5,2] 4.579 1.413 2.694 4.306 8.064
beta0_pH[6,2] 3.326 0.264 2.823 3.323 3.839
beta0_pH[7,2] 1.977 0.249 1.469 1.984 2.457
beta0_pH[8,2] 2.897 0.222 2.461 2.897 3.329
beta0_pH[9,2] 3.966 0.293 3.400 3.959 4.554
beta0_pH[10,2] 4.007 0.242 3.540 4.006 4.479
beta0_pH[11,2] 2.320 0.171 1.994 2.321 2.664
beta0_pH[12,2] 1.864 0.220 1.416 1.866 2.295
beta0_pH[13,2] 2.588 0.187 2.233 2.585 2.960
beta0_pH[14,2] 1.993 0.171 1.669 1.991 2.325
beta0_pH[15,2] 2.603 0.204 2.217 2.596 3.034
beta0_pH[16,2] 2.663 0.216 2.244 2.661 3.089
beta0_pH[1,3] 1.081 0.388 0.211 1.112 1.760
beta0_pH[2,3] 2.044 0.221 1.610 2.046 2.483
beta0_pH[3,3] 2.675 0.210 2.269 2.668 3.100
beta0_pH[4,3] 2.987 0.213 2.575 2.986 3.424
beta0_pH[5,3] 3.319 1.928 0.803 2.896 8.349
beta0_pH[6,3] 1.273 0.425 0.497 1.240 2.180
beta0_pH[7,3] 0.498 0.227 0.055 0.496 0.944
beta0_pH[8,3] 0.232 0.324 -0.289 0.241 0.777
beta0_pH[9,3] -2.983 1.095 -5.374 -2.929 -0.991
beta0_pH[10,3] -0.625 0.892 -2.749 -0.498 0.747
beta0_pH[11,3] 1.035 0.539 -0.042 1.042 2.050
beta0_pH[12,3] 0.838 0.699 -0.503 0.812 2.253
beta0_pH[13,3] 0.740 0.405 -0.099 0.760 1.487
beta0_pH[14,3] 0.248 0.419 -0.673 0.277 0.981
beta0_pH[15,3] 0.659 0.379 -0.123 0.670 1.396
beta0_pH[16,3] 1.024 0.620 -0.127 0.980 2.287
beta0_pH[11,4] 0.696 0.511 -0.397 0.729 1.645
beta0_pH[12,4] 0.621 0.638 -0.616 0.615 2.013
beta0_pH[13,4] 0.546 0.401 -0.333 0.571 1.317
beta0_pH[14,4] 0.256 0.409 -0.622 0.275 0.974
beta0_pH[15,4] 0.419 0.443 -0.428 0.494 1.117
beta0_pH[16,4] 0.705 0.624 -0.508 0.692 1.995
beta0_pH[11,5] 2.914 0.333 2.266 2.907 3.576
beta0_pH[12,5] -0.869 0.530 -1.843 -0.900 0.215
beta0_pH[13,5] 3.942 0.492 3.007 3.929 4.909
beta0_pH[14,5] 3.656 0.475 2.753 3.645 4.616
beta0_pH[15,5] 2.316 0.368 1.623 2.304 3.037
beta0_pH[16,5] 0.530 0.182 0.224 0.520 0.904
beta1_pH[1,1] 3.203 1.019 2.207 2.906 6.651
beta1_pH[2,1] 2.336 0.687 1.325 2.172 3.860
beta1_pH[3,1] 2.645 1.111 1.336 2.216 5.132
beta1_pH[4,1] 4.163 2.264 1.783 2.966 8.487
beta1_pH[5,1] 2.599 0.636 1.667 2.521 4.048
beta1_pH[6,1] 2.620 1.049 1.147 2.463 4.956
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 2.507 0.984 1.060 2.340 4.560
beta1_pH[9,1] 2.415 0.658 1.386 2.409 4.034
beta1_pH[10,1] 2.174 0.816 0.155 2.353 3.889
beta1_pH[11,1] 3.239 0.288 2.702 3.249 3.824
beta1_pH[12,1] 3.158 0.263 2.647 3.152 3.673
beta1_pH[13,1] 2.785 0.235 2.342 2.781 3.285
beta1_pH[14,1] 3.249 0.240 2.808 3.241 3.753
beta1_pH[15,1] 2.786 0.367 2.236 2.745 4.076
beta1_pH[16,1] 3.204 0.251 2.743 3.176 3.757
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 1.952 1.006 0.093 1.899 4.341
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 4.638 2.113 1.707 4.155 10.296
beta1_pH[9,3] 5.475 1.534 3.013 5.255 8.875
beta1_pH[10,3] 5.351 2.032 2.594 4.872 10.459
beta1_pH[11,3] 2.105 0.544 1.073 2.089 3.172
beta1_pH[12,3] 3.126 0.719 1.807 3.121 4.546
beta1_pH[13,3] 1.851 0.434 1.044 1.844 2.722
beta1_pH[14,3] 2.133 0.438 1.335 2.115 3.058
beta1_pH[15,3] 2.180 0.424 1.397 2.180 3.007
beta1_pH[16,3] 3.395 0.688 2.031 3.403 4.695
beta1_pH[11,4] 2.041 0.601 1.024 1.985 3.258
beta1_pH[12,4] 3.156 0.723 1.688 3.146 4.581
beta1_pH[13,4] 1.317 0.462 0.488 1.268 2.349
beta1_pH[14,4] 2.018 0.455 1.197 1.994 2.964
beta1_pH[15,4] 1.262 0.499 0.373 1.243 2.190
beta1_pH[16,4] 3.457 0.716 1.998 3.483 4.840
beta1_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1] 0.643 0.406 0.191 0.547 1.682
beta2_pH[2,1] 1.175 1.213 0.150 0.515 3.783
beta2_pH[3,1] 0.707 0.772 0.083 0.398 3.106
beta2_pH[4,1] 0.323 0.338 0.069 0.238 1.174
beta2_pH[5,1] 2.216 2.096 0.292 1.534 8.004
beta2_pH[6,1] 0.922 1.733 0.104 0.310 6.975
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 1.124 1.985 0.135 0.396 7.291
beta2_pH[9,1] 1.084 1.738 0.171 0.453 6.104
beta2_pH[10,1] -0.380 2.242 -6.260 0.496 2.327
beta2_pH[11,1] 0.768 0.219 0.422 0.735 1.304
beta2_pH[12,1] 1.082 0.398 0.608 0.995 2.150
beta2_pH[13,1] 0.882 0.270 0.513 0.832 1.560
beta2_pH[14,1] 0.938 0.281 0.551 0.895 1.606
beta2_pH[15,1] 0.788 0.292 0.165 0.787 1.417
beta2_pH[16,1] 0.903 0.227 0.565 0.869 1.452
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 6.575 6.596 0.207 4.733 22.991
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 2.057 2.337 0.416 1.272 8.532
beta2_pH[9,3] 0.710 1.909 0.157 0.396 3.016
beta2_pH[10,3] 0.687 1.846 0.125 0.325 3.863
beta2_pH[11,3] -6.046 4.661 -18.328 -4.732 -0.787
beta2_pH[12,3] -6.754 4.559 -18.469 -5.672 -1.058
beta2_pH[13,3] -6.279 4.548 -18.072 -5.048 -1.081
beta2_pH[14,3] -6.287 4.483 -18.211 -4.979 -1.235
beta2_pH[15,3] -6.481 4.565 -18.726 -5.195 -1.286
beta2_pH[16,3] -6.346 4.313 -17.813 -5.071 -1.586
beta2_pH[11,4] -4.512 4.615 -16.097 -2.916 -0.295
beta2_pH[12,4] -5.754 4.014 -15.115 -5.176 -0.709
beta2_pH[13,4] -5.414 4.146 -16.109 -4.319 -0.686
beta2_pH[14,4] -5.541 4.168 -16.033 -4.263 -1.015
beta2_pH[15,4] -5.607 4.224 -15.899 -4.448 -0.661
beta2_pH[16,4] -5.649 3.963 -16.156 -4.479 -1.284
beta2_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta3_pH[1,1] 35.412 1.741 32.834 35.147 40.324
beta3_pH[2,1] 32.120 2.232 28.530 31.952 37.249
beta3_pH[3,1] 32.786 2.391 27.481 32.999 37.564
beta3_pH[4,1] 34.551 4.517 28.112 33.106 42.711
beta3_pH[5,1] 27.288 0.912 25.238 27.365 28.808
beta3_pH[6,1] 33.852 4.131 25.725 33.384 41.902
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 38.106 3.526 31.465 39.198 42.917
beta3_pH[9,1] 29.775 1.843 25.960 29.666 33.286
beta3_pH[10,1] 28.790 5.312 20.121 31.634 34.392
beta3_pH[11,1] 31.429 0.760 30.007 31.372 33.117
beta3_pH[12,1] 30.430 0.482 29.458 30.433 31.389
beta3_pH[13,1] 31.715 0.702 30.493 31.619 33.204
beta3_pH[14,1] 31.983 0.579 31.016 31.924 33.197
beta3_pH[15,1] 31.128 1.616 29.310 30.909 37.349
beta3_pH[16,1] 30.378 0.468 29.399 30.398 31.253
beta3_pH[1,2] 33.992 5.256 25.515 34.002 42.643
beta3_pH[2,2] 34.038 5.245 25.371 34.168 42.566
beta3_pH[3,2] 30.405 7.220 18.633 30.365 42.313
beta3_pH[4,2] 30.562 7.250 18.593 30.573 42.431
beta3_pH[5,2] 30.880 7.167 18.652 30.870 42.363
beta3_pH[6,2] 30.772 7.191 18.667 30.809 42.389
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 38.352 3.388 29.392 39.880 42.210
beta3_pH[2,3] 34.079 5.184 25.505 34.213 42.540
beta3_pH[3,3] 30.645 7.174 18.731 30.593 42.442
beta3_pH[4,3] 30.441 7.246 18.705 30.472 42.265
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 42.026 1.312 40.181 41.956 43.819
beta3_pH[9,3] 30.398 1.580 28.117 30.167 33.647
beta3_pH[10,3] 35.953 2.582 31.169 35.725 42.193
beta3_pH[11,3] 40.745 1.032 38.961 40.742 42.709
beta3_pH[12,3] 41.918 1.019 39.167 42.305 42.878
beta3_pH[13,3] 41.148 0.663 39.903 41.137 42.441
beta3_pH[14,3] 40.421 0.625 39.119 40.451 41.534
beta3_pH[15,3] 40.668 0.500 39.717 40.667 41.743
beta3_pH[16,3] 42.005 0.390 41.137 42.022 42.765
beta3_pH[11,4] 40.628 1.247 37.493 40.729 42.710
beta3_pH[12,4] 42.075 0.792 39.816 42.323 42.880
beta3_pH[13,4] 41.414 0.944 39.787 41.381 42.905
beta3_pH[14,4] 40.405 0.678 39.063 40.412 41.730
beta3_pH[15,4] 40.737 1.108 38.068 40.834 42.337
beta3_pH[16,4] 41.901 0.433 41.053 41.927 42.752
beta3_pH[11,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,5] 25.000 0.000 25.000 25.000 25.000
beta4_pH[1,1] 0.303 0.054 0.201 0.302 0.416
beta4_pH[2,1] 0.231 0.040 0.150 0.232 0.311
beta4_pH[3,1] 0.220 0.045 0.137 0.218 0.313
beta4_pH[4,1] 0.320 0.042 0.237 0.320 0.404
beta4_pH[5,1] 0.818 0.788 0.131 0.611 3.034
beta4_pH[6,1] 0.959 0.922 0.195 0.745 3.171
beta4_pH[7,1] 0.841 0.362 0.326 0.785 1.696
beta4_pH[8,1] 0.216 0.091 0.066 0.207 0.419
beta4_pH[9,1] 0.259 0.107 0.073 0.252 0.488
beta4_pH[10,1] 0.118 0.046 0.045 0.112 0.224
beta4_pH[11,1] 0.459 0.050 0.365 0.458 0.557
beta4_pH[12,1] 0.559 0.058 0.446 0.559 0.680
beta4_pH[13,1] 0.681 0.064 0.561 0.679 0.809
beta4_pH[14,1] 0.745 0.067 0.616 0.743 0.880
beta4_pH[15,1] 0.748 0.072 0.614 0.744 0.900
beta4_pH[16,1] 1.154 0.081 1.001 1.151 1.320
beta4_pH[1,2] 0.386 0.111 0.182 0.382 0.617
beta4_pH[2,2] 0.525 0.079 0.373 0.524 0.687
beta4_pH[3,2] 0.484 0.073 0.349 0.483 0.632
beta4_pH[4,2] 0.632 0.089 0.468 0.631 0.815
beta4_pH[5,2] 0.795 0.820 0.121 0.595 2.644
beta4_pH[6,2] 0.959 0.982 0.207 0.742 3.034
beta4_pH[7,2] 0.888 0.463 0.330 0.808 1.892
beta4_pH[8,2] 0.873 0.230 0.480 0.859 1.377
beta4_pH[9,2] 1.097 1.063 0.323 0.834 3.390
beta4_pH[10,2] 0.478 0.082 0.322 0.476 0.649
beta4_pH[11,2] 0.936 0.097 0.757 0.935 1.132
beta4_pH[12,2] 0.559 0.116 0.349 0.552 0.813
beta4_pH[13,2] 0.896 0.092 0.727 0.892 1.087
beta4_pH[14,2] 0.879 0.108 0.685 0.871 1.103
beta4_pH[15,2] 0.912 0.089 0.754 0.908 1.099
beta4_pH[16,2] 1.339 0.164 1.047 1.326 1.679
beta4_pH[1,3] 0.377 0.109 0.178 0.371 0.606
beta4_pH[2,3] 0.243 0.078 0.101 0.238 0.404
beta4_pH[3,3] 0.219 0.070 0.093 0.214 0.370
beta4_pH[4,3] 0.278 0.072 0.145 0.276 0.421
beta4_pH[5,3] 0.830 0.992 0.127 0.606 3.106
beta4_pH[6,3] 0.940 0.827 0.181 0.726 3.016
beta4_pH[7,3] 0.879 0.406 0.359 0.804 1.806
beta4_pH[8,3] 0.452 0.200 0.136 0.430 0.911
beta4_pH[9,3] 0.993 1.151 0.178 0.698 3.504
beta4_pH[10,3] 0.188 0.070 0.070 0.181 0.337
beta4_pH[11,3] 0.438 0.074 0.300 0.434 0.591
beta4_pH[12,3] 0.432 0.067 0.304 0.430 0.565
beta4_pH[13,3] 0.914 0.114 0.713 0.908 1.156
beta4_pH[14,3] 0.947 0.133 0.707 0.940 1.238
beta4_pH[15,3] 0.664 0.088 0.504 0.661 0.851
beta4_pH[16,3] 0.625 0.082 0.472 0.622 0.790
beta4_pH[1,4] 0.632 0.265 0.251 0.589 1.302
beta4_pH[2,4] 0.724 0.392 0.237 0.648 1.710
beta4_pH[3,4] 0.756 0.435 0.225 0.661 1.854
beta4_pH[4,4] 0.715 0.393 0.251 0.640 1.627
beta4_pH[5,4] 0.816 0.933 0.119 0.603 2.744
beta4_pH[6,4] 0.957 0.885 0.191 0.746 3.103
beta4_pH[7,4] 0.895 0.441 0.348 0.809 1.918
beta4_pH[8,4] 0.729 0.536 0.174 0.607 2.098
beta4_pH[9,4] 0.766 0.898 0.132 0.577 2.665
beta4_pH[10,4] 0.716 0.676 0.147 0.565 2.188
beta4_pH[11,4] 0.506 0.071 0.373 0.504 0.651
beta4_pH[12,4] 0.492 0.081 0.343 0.490 0.655
beta4_pH[13,4] 0.858 0.133 0.629 0.847 1.151
beta4_pH[14,4] 0.955 0.124 0.733 0.946 1.218
beta4_pH[15,4] 0.679 0.099 0.496 0.677 0.892
beta4_pH[16,4] 0.586 0.079 0.437 0.584 0.750
beta4_pH[1,5] 0.637 0.266 0.265 0.586 1.315
beta4_pH[2,5] 0.719 0.389 0.235 0.647 1.666
beta4_pH[3,5] 0.771 0.494 0.217 0.659 1.929
beta4_pH[4,5] 0.716 0.367 0.253 0.647 1.615
beta4_pH[5,5] 0.803 0.840 0.113 0.595 2.699
beta4_pH[6,5] 0.960 0.903 0.190 0.744 3.007
beta4_pH[7,5] 0.887 0.421 0.350 0.810 1.938
beta4_pH[8,5] 0.728 0.508 0.183 0.615 2.000
beta4_pH[9,5] 0.758 0.827 0.132 0.570 2.503
beta4_pH[10,5] 0.706 0.708 0.130 0.558 2.052
beta4_pH[11,5] 0.627 0.114 0.431 0.618 0.879
beta4_pH[12,5] 0.586 0.190 0.288 0.563 1.026
beta4_pH[13,5] 0.975 0.149 0.724 0.958 1.310
beta4_pH[14,5] 0.861 0.137 0.618 0.854 1.149
beta4_pH[15,5] 0.989 0.184 0.691 0.969 1.394
beta4_pH[16,5] 8.374 3.821 3.520 7.414 18.749
beta0_pelagic[1] 2.240 0.137 1.974 2.241 2.503
beta0_pelagic[2] 1.473 0.130 1.227 1.474 1.730
beta0_pelagic[3] 0.028 0.257 -0.447 0.015 0.602
beta0_pelagic[4] 0.212 0.544 -0.957 0.334 0.944
beta0_pelagic[5] 1.435 0.218 1.014 1.432 1.874
beta0_pelagic[6] 1.349 0.159 1.043 1.349 1.662
beta0_pelagic[7] 1.529 0.153 1.232 1.528 1.828
beta0_pelagic[8] 1.767 0.143 1.487 1.768 2.043
beta0_pelagic[9] 2.730 0.169 2.403 2.729 3.064
beta0_pelagic[10] 2.545 0.139 2.287 2.541 2.818
beta0_pelagic[11] -0.166 0.259 -0.624 -0.202 0.327
beta0_pelagic[12] 1.790 0.135 1.512 1.792 2.054
beta0_pelagic[13] 0.275 0.249 -0.334 0.309 0.688
beta0_pelagic[14] -0.393 0.232 -0.843 -0.399 0.083
beta0_pelagic[15] -0.282 0.132 -0.536 -0.285 -0.022
beta0_pelagic[16] 0.119 0.307 -0.478 0.112 0.713
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.826 0.272 0.179 0.819 1.489
beta1_pelagic[4] 0.938 0.603 0.096 0.812 2.339
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.111 0.278 0.657 1.095 1.697
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 1.033 0.540 0.043 0.951 2.098
beta1_pelagic[14] 1.732 0.366 1.130 1.670 2.566
beta1_pelagic[15] 0.119 0.152 0.011 0.059 0.612
beta1_pelagic[16] 0.885 0.417 0.033 1.003 1.532
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 6.536 6.155 0.175 4.713 22.034
beta2_pelagic[4] 6.590 6.170 0.246 4.957 21.927
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 2.281 1.864 0.300 1.666 7.070
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 1.762 1.787 0.193 1.089 6.533
beta2_pelagic[14] 1.443 1.347 0.249 0.955 5.139
beta2_pelagic[15] 2.489 1.937 0.077 2.069 7.252
beta2_pelagic[16] 1.790 1.744 0.208 1.129 6.491
beta3_pelagic[1] 30.898 6.923 19.580 30.933 42.274
beta3_pelagic[2] 30.919 6.995 19.637 30.805 42.417
beta3_pelagic[3] 26.475 3.084 21.284 25.606 32.980
beta3_pelagic[4] 25.579 2.974 20.476 25.822 34.447
beta3_pelagic[5] 29.556 6.634 18.633 29.487 40.470
beta3_pelagic[6] 29.473 6.634 18.527 29.595 40.402
beta3_pelagic[7] 29.486 6.679 18.594 29.489 40.427
beta3_pelagic[8] 29.225 6.630 18.570 29.089 40.406
beta3_pelagic[9] 29.271 6.638 18.620 29.142 40.438
beta3_pelagic[10] 29.511 6.578 18.660 29.362 40.386
beta3_pelagic[11] 30.049 1.529 27.865 29.744 33.855
beta3_pelagic[12] 31.038 6.955 19.617 31.066 42.387
beta3_pelagic[13] 36.429 3.329 28.144 36.725 41.447
beta3_pelagic[14] 33.422 1.582 31.171 33.152 36.919
beta3_pelagic[15] 32.442 6.936 19.648 33.550 42.239
beta3_pelagic[16] 32.425 3.319 25.492 32.289 38.377
beta0_yellow[1] -0.482 0.165 -0.799 -0.485 -0.143
beta0_yellow[2] 0.554 0.202 0.075 0.572 0.909
beta0_yellow[3] -0.174 0.241 -0.843 -0.149 0.191
beta0_yellow[4] 1.002 0.198 0.582 1.014 1.366
beta0_yellow[5] 0.409 0.346 -0.378 0.455 0.960
beta0_yellow[6] 0.815 0.166 0.480 0.812 1.151
beta0_yellow[7] 0.933 0.165 0.640 0.927 1.274
beta0_yellow[8] 0.980 0.165 0.669 0.973 1.303
beta0_yellow[9] 0.572 0.173 0.211 0.579 0.897
beta0_yellow[10] 0.700 0.143 0.416 0.703 0.977
beta0_yellow[11] -0.049 0.213 -0.455 -0.050 0.345
beta0_yellow[12] -1.228 0.237 -1.790 -1.204 -0.828
beta0_yellow[13] -1.275 0.223 -1.750 -1.257 -0.872
beta0_yellow[14] -0.278 0.205 -0.733 -0.279 0.116
beta0_yellow[15] -1.157 0.267 -1.943 -1.115 -0.754
beta0_yellow[16] -0.356 0.209 -0.830 -0.340 0.010
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 1.005 0.366 0.455 0.967 1.925
beta1_yellow[3] 0.448 0.380 0.013 0.405 1.611
beta1_yellow[4] 1.197 0.496 0.477 1.116 2.662
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 1.924 0.302 1.390 1.904 2.598
beta1_yellow[12] 0.304 0.542 0.011 0.109 1.767
beta1_yellow[13] 2.241 0.589 1.360 2.128 3.587
beta1_yellow[14] 2.740 0.602 1.757 2.675 4.210
beta1_yellow[15] 0.753 0.477 0.067 0.686 2.263
beta1_yellow[16] 0.173 0.211 0.011 0.087 0.734
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.446 5.912 -21.677 -6.180 -0.170
beta2_yellow[3] -6.815 5.509 -20.061 -5.733 -0.111
beta2_yellow[4] -5.160 4.969 -18.862 -3.935 -0.150
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] -5.020 5.272 -19.859 -2.847 -0.543
beta2_yellow[12] -7.705 5.922 -21.474 -6.511 -0.272
beta2_yellow[13] -2.633 4.292 -16.954 -0.901 -0.254
beta2_yellow[14] -4.399 4.718 -17.533 -2.516 -0.477
beta2_yellow[15] -8.360 6.577 -22.528 -7.502 -0.125
beta2_yellow[16] -7.748 5.950 -21.919 -6.638 -0.174
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 28.988 1.672 25.149 28.789 32.399
beta3_yellow[3] 32.194 4.449 21.185 32.477 40.843
beta3_yellow[4] 28.073 2.625 22.947 27.597 34.639
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 30.231 0.830 28.990 30.069 31.817
beta3_yellow[12] 34.855 3.971 28.306 34.864 41.621
beta3_yellow[13] 30.232 1.086 28.281 30.197 32.499
beta3_yellow[14] 29.320 0.551 28.299 29.241 30.640
beta3_yellow[15] 30.683 2.254 28.131 30.115 35.969
beta3_yellow[16] 34.334 3.716 28.331 34.100 41.434
beta0_black[1] 0.014 0.150 -0.292 0.016 0.299
beta0_black[2] 1.898 0.138 1.627 1.896 2.172
beta0_black[3] 1.355 0.141 1.072 1.358 1.632
beta0_black[4] 2.502 0.144 2.227 2.500 2.794
beta0_black[5] 4.645 2.163 1.769 4.184 10.231
beta0_black[6] 4.557 2.046 2.130 4.016 9.785
beta0_black[7] 3.270 1.779 1.296 2.811 8.337
beta0_black[8] 0.868 0.231 0.430 0.862 1.333
beta0_black[9] 2.595 0.254 2.108 2.589 3.085
beta0_black[10] 1.348 0.144 1.064 1.348 1.620
beta0_black[11] 2.973 0.146 2.687 2.973 3.242
beta0_black[12] 4.766 0.198 4.399 4.760 5.167
beta0_black[13] 0.219 0.172 0.010 0.176 0.641
beta0_black[14] 2.835 0.161 2.519 2.833 3.154
beta0_black[15] 1.293 0.153 0.996 1.293 1.589
beta0_black[16] 3.762 0.152 3.464 3.759 4.059
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.511 1.614 -6.428 -2.075 -0.545
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 38.965 0.784 37.131 39.073 40.193
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.296 0.196 -0.668 -0.296 0.088
beta4_black[2] 0.259 0.186 -0.113 0.260 0.614
beta4_black[3] -0.978 0.190 -1.359 -0.978 -0.607
beta4_black[4] 0.473 0.220 0.045 0.472 0.913
beta4_black[5] 0.806 1.700 -1.276 0.482 4.981
beta4_black[6] 0.937 1.826 -0.981 0.572 4.738
beta4_black[7] 0.761 1.564 -1.022 0.456 4.283
beta4_black[8] -0.169 0.313 -0.768 -0.172 0.452
beta4_black[9] 1.003 0.846 -0.172 0.844 3.186
beta4_black[10] 0.117 0.189 -0.242 0.115 0.492
beta4_black[11] -0.611 0.196 -0.987 -0.613 -0.224
beta4_black[12] 0.572 0.322 -0.038 0.571 1.217
beta4_black[13] -1.217 0.201 -1.614 -1.218 -0.825
beta4_black[14] 0.051 0.236 -0.413 0.056 0.511
beta4_black[15] -1.013 0.203 -1.413 -1.013 -0.615
beta4_black[16] -0.494 0.212 -0.906 -0.492 -0.070
beta0_dsr[11] -0.620 0.162 -0.927 -0.624 -0.291
beta0_dsr[12] 1.452 0.187 1.090 1.452 1.811
beta0_dsr[13] 0.086 0.162 -0.203 0.078 0.431
beta0_dsr[14] -0.168 0.180 -0.525 -0.163 0.166
beta0_dsr[15] 0.014 0.184 -0.316 0.004 0.394
beta0_dsr[16] -0.082 0.165 -0.433 -0.075 0.234
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 1.090 0.218 0.668 1.089 1.504
beta4_dsr[12] 0.710 0.339 0.035 0.711 1.352
beta4_dsr[13] 0.161 0.225 -0.291 0.166 0.585
beta4_dsr[14] -0.058 0.252 -0.558 -0.059 0.448
beta4_dsr[15] 0.732 0.232 0.290 0.729 1.184
beta4_dsr[16] 0.443 0.234 -0.007 0.438 0.908
beta0_slope[11] -1.928 0.176 -2.260 -1.937 -1.580
beta0_slope[12] -5.453 0.325 -6.091 -5.447 -4.834
beta0_slope[13] -1.308 0.176 -1.664 -1.301 -0.982
beta0_slope[14] -2.578 0.183 -2.938 -2.579 -2.217
beta0_slope[15] -1.322 0.183 -1.677 -1.317 -0.953
beta0_slope[16] -2.308 0.180 -2.657 -2.312 -1.965
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.760 0.235 -1.237 -0.757 -0.311
beta4_slope[12] -4.106 0.848 -5.832 -4.076 -2.536
beta4_slope[13] 0.006 0.231 -0.454 0.003 0.455
beta4_slope[14] -0.348 0.281 -0.913 -0.346 0.193
beta4_slope[15] -0.866 0.229 -1.294 -0.866 -0.412
beta4_slope[16] -0.644 0.251 -1.127 -0.647 -0.147
beta5_slope[11] 2.609 0.264 2.093 2.611 3.113
beta5_slope[12] 1.680 0.463 0.776 1.676 2.602
beta5_slope[13] 1.329 0.257 0.820 1.334 1.816
beta5_slope[14] 3.362 0.398 2.581 3.360 4.178
beta5_slope[15] 1.617 0.254 1.119 1.612 2.103
beta5_slope[16] 2.743 0.339 2.084 2.742 3.418
sigma_H[1] 0.201 0.061 0.079 0.200 0.320
sigma_H[2] 0.174 0.029 0.123 0.171 0.235
sigma_H[3] 0.202 0.043 0.122 0.200 0.291
sigma_H[4] 0.395 0.080 0.256 0.388 0.563
sigma_H[5] 1.041 0.217 0.633 1.030 1.504
sigma_H[6] 0.288 0.208 0.011 0.254 0.770
sigma_H[7] 0.277 0.049 0.198 0.271 0.392
sigma_H[8] 0.434 0.097 0.307 0.416 0.656
sigma_H[9] 0.394 0.075 0.278 0.384 0.568
sigma_H[10] 0.223 0.044 0.148 0.220 0.317
sigma_H[11] 0.264 0.046 0.188 0.259 0.366
sigma_H[12] 0.400 0.155 0.202 0.356 0.738
sigma_H[13] 0.200 0.035 0.137 0.197 0.279
sigma_H[14] 0.459 0.094 0.305 0.449 0.666
sigma_H[15] 0.243 0.039 0.177 0.240 0.328
sigma_H[16] 0.219 0.043 0.147 0.214 0.316
lambda_H[1] 2.986 4.476 0.107 1.394 14.653
lambda_H[2] 8.337 7.998 0.692 5.934 29.403
lambda_H[3] 5.383 7.846 0.255 2.754 27.959
lambda_H[4] 0.008 0.006 0.001 0.006 0.023
lambda_H[5] 1.741 3.441 0.013 0.482 12.331
lambda_H[6] 11.409 20.176 0.018 3.806 72.105
lambda_H[7] 0.015 0.011 0.003 0.013 0.043
lambda_H[8] 7.815 9.886 0.003 4.435 35.848
lambda_H[9] 0.020 0.014 0.004 0.017 0.055
lambda_H[10] 0.328 1.578 0.025 0.173 1.099
lambda_H[11] 0.219 0.319 0.010 0.098 1.060
lambda_H[12] 4.248 5.052 0.227 2.605 17.696
lambda_H[13] 3.573 3.207 0.341 2.675 12.141
lambda_H[14] 3.178 3.283 0.244 2.191 11.829
lambda_H[15] 0.021 0.042 0.003 0.015 0.077
lambda_H[16] 0.829 1.477 0.033 0.336 4.699
mu_lambda_H[1] 4.271 1.909 1.163 4.099 8.437
mu_lambda_H[2] 3.927 1.939 0.666 3.766 7.941
mu_lambda_H[3] 3.464 1.842 0.732 3.139 7.749
sigma_lambda_H[1] 8.542 4.341 1.911 7.802 18.180
sigma_lambda_H[2] 8.526 4.685 1.108 7.976 18.344
sigma_lambda_H[3] 6.277 4.008 1.046 5.427 16.504
beta_H[1,1] 6.752 1.229 3.904 6.972 8.494
beta_H[2,1] 9.859 0.493 8.816 9.874 10.757
beta_H[3,1] 7.904 0.811 6.013 7.998 9.281
beta_H[4,1] 13.493 7.748 -0.572 12.937 29.733
beta_H[5,1] -0.391 2.942 -6.696 -0.207 4.861
beta_H[6,1] 4.605 2.648 -2.829 5.298 7.759
beta_H[7,1] 2.567 5.218 -8.521 2.959 11.791
beta_H[8,1] 2.306 7.609 -2.419 1.264 30.712
beta_H[9,1] 14.037 5.408 4.204 13.739 25.477
beta_H[10,1] 7.084 1.763 3.396 7.191 10.506
beta_H[11,1] 4.587 3.676 -3.376 5.178 9.984
beta_H[12,1] 2.523 1.022 0.702 2.478 4.656
beta_H[13,1] 9.066 0.832 7.268 9.124 10.466
beta_H[14,1] 2.165 1.035 0.193 2.150 4.201
beta_H[15,1] -6.704 3.658 -13.300 -6.876 1.283
beta_H[16,1] 3.897 2.926 -0.806 3.503 10.657
beta_H[1,2] 7.913 0.259 7.383 7.919 8.411
beta_H[2,2] 10.033 0.132 9.776 10.032 10.298
beta_H[3,2] 8.908 0.203 8.499 8.914 9.301
beta_H[4,2] 2.024 1.481 -1.072 2.066 4.795
beta_H[5,2] 1.815 1.069 -0.313 1.830 3.859
beta_H[6,2] 6.187 0.819 4.345 6.273 7.590
beta_H[7,2] 1.898 0.987 0.119 1.838 3.937
beta_H[8,2] 2.778 1.872 -4.578 3.122 4.227
beta_H[9,2] 2.655 1.009 0.592 2.651 4.600
beta_H[10,2] 8.169 0.366 7.400 8.182 8.851
beta_H[11,2] 9.864 0.663 8.864 9.764 11.284
beta_H[12,2] 3.940 0.369 3.250 3.930 4.679
beta_H[13,2] 9.169 0.234 8.725 9.170 9.651
beta_H[14,2] 4.068 0.344 3.403 4.065 4.746
beta_H[15,2] 11.472 0.658 10.086 11.491 12.748
beta_H[16,2] 4.665 0.814 3.117 4.660 6.272
beta_H[1,3] 8.543 0.263 8.063 8.528 9.073
beta_H[2,3] 10.103 0.113 9.893 10.101 10.337
beta_H[3,3] 9.609 0.165 9.295 9.604 9.958
beta_H[4,3] -0.539 1.192 -2.609 -0.607 2.066
beta_H[5,3] 4.091 0.716 2.650 4.093 5.488
beta_H[6,3] 7.509 0.884 6.335 7.312 9.950
beta_H[7,3] -2.002 0.650 -3.304 -2.006 -0.798
beta_H[8,3] 5.366 0.913 4.628 5.188 9.008
beta_H[9,3] -1.631 0.695 -3.006 -1.626 -0.290
beta_H[10,3] 8.810 0.281 8.277 8.804 9.386
beta_H[11,3] 8.465 0.299 7.830 8.490 8.984
beta_H[12,3] 5.343 0.305 4.643 5.377 5.845
beta_H[13,3] 8.964 0.172 8.626 8.965 9.311
beta_H[14,3] 5.870 0.272 5.263 5.882 6.355
beta_H[15,3] 10.283 0.311 9.664 10.286 10.886
beta_H[16,3] 6.155 0.806 4.424 6.232 7.510
beta_H[1,4] 8.284 0.195 7.873 8.297 8.631
beta_H[2,4] 10.177 0.114 9.930 10.185 10.382
beta_H[3,4] 10.107 0.163 9.757 10.121 10.391
beta_H[4,4] 11.591 0.448 10.703 11.591 12.454
beta_H[5,4] 5.827 0.898 4.429 5.717 7.958
beta_H[6,4] 7.523 0.566 6.079 7.638 8.337
beta_H[7,4] 8.372 0.324 7.729 8.374 8.998
beta_H[8,4] 6.703 0.366 5.525 6.753 7.158
beta_H[9,4] 7.157 0.366 6.473 7.144 7.906
beta_H[10,4] 7.820 0.253 7.360 7.806 8.335
beta_H[11,4] 9.487 0.193 9.113 9.481 9.878
beta_H[12,4] 7.232 0.192 6.861 7.231 7.622
beta_H[13,4] 9.114 0.150 8.815 9.118 9.398
beta_H[14,4] 7.915 0.215 7.500 7.914 8.363
beta_H[15,4] 9.457 0.230 8.992 9.460 9.913
beta_H[16,4] 9.451 0.279 8.973 9.426 10.045
beta_H[1,5] 9.083 0.147 8.782 9.091 9.365
beta_H[2,5] 10.838 0.094 10.663 10.835 11.028
beta_H[3,5] 10.908 0.170 10.595 10.902 11.241
beta_H[4,5] 8.532 0.433 7.707 8.528 9.423
beta_H[5,5] 5.027 0.777 3.146 5.161 6.178
beta_H[6,5] 8.581 0.515 7.890 8.462 10.029
beta_H[7,5] 6.648 0.318 6.035 6.639 7.309
beta_H[8,5] 8.346 0.301 7.969 8.301 9.224
beta_H[9,5] 8.377 0.373 7.609 8.378 9.106
beta_H[10,5] 10.171 0.253 9.650 10.174 10.638
beta_H[11,5] 11.582 0.224 11.146 11.581 12.027
beta_H[12,5] 8.562 0.186 8.200 8.559 8.919
beta_H[13,5] 10.113 0.130 9.862 10.111 10.376
beta_H[14,5] 9.286 0.202 8.911 9.280 9.711
beta_H[15,5] 11.245 0.245 10.770 11.245 11.729
beta_H[16,5] 9.872 0.189 9.456 9.882 10.209
beta_H[1,6] 10.202 0.210 9.863 10.180 10.688
beta_H[2,6] 11.537 0.109 11.318 11.537 11.754
beta_H[3,6] 10.725 0.164 10.371 10.733 11.018
beta_H[4,6] 12.883 0.781 11.281 12.898 14.350
beta_H[5,6] 5.888 0.788 4.607 5.811 7.734
beta_H[6,6] 8.681 0.410 7.819 8.691 9.502
beta_H[7,6] 10.457 0.530 9.440 10.456 11.463
beta_H[8,6] 9.566 0.397 8.593 9.614 10.061
beta_H[9,6] 8.152 0.632 6.899 8.142 9.434
beta_H[10,6] 9.402 0.353 8.649 9.428 10.021
beta_H[11,6] 10.671 0.374 9.879 10.699 11.344
beta_H[12,6] 9.360 0.241 8.898 9.351 9.879
beta_H[13,6] 11.111 0.150 10.827 11.110 11.416
beta_H[14,6] 9.928 0.264 9.390 9.930 10.435
beta_H[15,6] 10.640 0.430 9.797 10.645 11.484
beta_H[16,6] 10.686 0.246 10.176 10.697 11.156
beta_H[1,7] 10.469 1.091 7.675 10.698 12.007
beta_H[2,7] 12.136 0.434 11.142 12.165 12.935
beta_H[3,7] 10.327 0.703 8.742 10.391 11.511
beta_H[4,7] 1.928 3.959 -5.563 1.874 9.889
beta_H[5,7] 6.148 2.662 0.522 6.173 11.241
beta_H[6,7] 8.340 1.800 3.312 8.798 10.395
beta_H[7,7] 7.899 2.683 2.664 7.850 13.128
beta_H[8,7] 11.115 1.435 9.394 10.979 14.370
beta_H[9,7] 5.504 3.234 -0.941 5.514 11.983
beta_H[10,7] 10.298 1.612 7.443 10.131 13.924
beta_H[11,7] 11.539 1.857 8.286 11.337 15.533
beta_H[12,7] 9.870 0.872 7.948 9.949 11.356
beta_H[13,7] 11.770 0.682 10.178 11.833 12.896
beta_H[14,7] 10.648 0.835 9.014 10.662 12.265
beta_H[15,7] 13.557 2.276 9.029 13.515 18.120
beta_H[16,7] 12.651 1.296 10.361 12.491 15.554
beta0_H[1] 8.657 15.300 -23.922 8.789 39.720
beta0_H[2] 10.671 6.611 -2.499 10.754 23.301
beta0_H[3] 9.740 10.086 -11.394 9.825 29.864
beta0_H[4] 7.309 176.101 -359.860 6.487 367.767
beta0_H[5] 3.628 40.181 -74.768 4.508 73.269
beta0_H[6] 6.999 28.431 -51.454 7.560 65.490
beta0_H[7] 8.313 123.468 -233.483 7.921 269.248
beta0_H[8] 6.081 70.185 -21.961 6.438 40.622
beta0_H[9] 7.639 106.551 -200.910 6.908 222.241
beta0_H[10] 9.531 36.367 -62.806 9.449 83.306
beta0_H[11] 9.309 54.880 -107.075 10.280 121.580
beta0_H[12] 6.682 12.287 -15.658 6.928 28.267
beta0_H[13] 10.028 9.253 -8.690 9.966 29.435
beta0_H[14] 7.273 11.218 -15.014 7.057 30.437
beta0_H[15] 7.591 113.897 -221.149 7.660 232.014
beta0_H[16] 7.713 30.284 -54.777 7.636 68.588